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From Jay Kreps <jay.kr...@gmail.com>
Subject Re: schema repositories?
Date Wed, 11 Jul 2012 00:57:06 GMT
Cool, I will write up a more detailed proposal and include it in a JIRA.

WRT the "source" yes, we originally started versioning things by the record
name, and we generally still use the convention that record name matches
the topic/table name. However two things lead us to generalize this. First
is the issue Scott points out there are schemas that may be shared across
many tables/topics, but may evolve at slightly different rates. Secondly a
generic utility that needs to handle many such sources must know the source
name (or else how could it get data) but may not know the type of records
in the source. At that point we realized "source" is just a generic key for
a sequence of schemas which may or may not have
some computability guarantees between them. The key can be the record name
or any other string so long as it is consistent. I will try to flesh out
some of these details as well as some details around id generation, in the
proposal.

-Jay


On Tue, Jul 10, 2012 at 2:54 PM, Scott Carey <scottcarey@apache.org> wrote:

>
>
> On 7/10/12 11:25 AM, "Doug Cutting" <cutting@apache.org> wrote:
>
> >Jay,
> >
> >This sounds to me like something of general utility that would make a
> >great addition to Avro.
> >
> >To be clear, I assume you mean contributing this as source code for a
> >service that folks can deploy, right?  For example, it might be a Java
> >project that builds a WAR file that, when deployed, presents a REST
> >front end and talks to a backing persistence layer where the schemas
> >are stored.  Is that right?
> >
> >Also note that Avro recently added a standard facility for defining
> >Schema fingerprints that might be used as Schema IDs in such a
> >service:
> >
> >
> http://avro.apache.org/docs/current/spec.html#Parsing+Canonical+Form+for+S
> >chemas
> >
> >This has currently been implemented in Java and C#:
> >
> >
> http://avro.apache.org/docs/current/api/java/org/apache/avro/SchemaNormali
> >zation.html
> >
> >I like the notion of a Schema source for the uses you describe.  For
> >records might this simply be the fully-qualified record name?  For
> >unions and other unnamed types it might take the same form as a record
> >name.  We could use the "long form" for primitives and always supply a
> >name so that an string schema might be {"type":"string",
> >"name":"org.foo.Bar"}.  Would this work, or is there some other
> >structure and use of sources for which schema names are not a good
> >match?
>
> If your source is a database table, or pub-sub topic, then multiple
> sources might have overlapping schemas at different points of time.  Two
> topics might share a schema, and their schema evolution may or may not
> diverge over time.  The FQDN of a record might be appropriate in some
> cases to capture this, but not all.
> Capturing the sequence allows you to eagerly ensure that your current
> schema is compatible with the entire history of the source's schema
> evolution.
>
> I suppose there could be support for fingerprints here, but it does not
> seem to be required and in some cases a generated sequential ID will take
> up a lot less space if stored with each record.  A typical source might
> only change its schema once a month, each record needs to have the id
> portion of a (source, id) pair stored with it, which will typically be 1
> to 2 bytes.
>
> >
> >Cheers,
> >
> >Doug
> >
> >On Tue, Jul 10, 2012 at 10:53 AM, Jay Kreps <jay.kreps@gmail.com> wrote:
> >> I noticed in AVRO-1006 there was a mention of standardizing on some
> >>kind of
> >> schema repository that would maintain a central set of all versions of a
> >> schema and allow a way to reference schemas by id.
> >>
> >> At LinkedIn we have standardized (almost) all of our persistent data on
> >> Avro and we have a repository like this for managing schemas. Messages
> >>are
> >> stored with the schema in Hadoop, but for systems that store rows
> >> independently like databases or messaging we instead store a schema id
> >>with
> >> each row/message. We would love for there to be an open source version
> >>of
> >> this to make it possible to open up our other tools
> >> for compatibility checking, etl and other things that depend on service.
> >>
> >> The service itself is basically a REST service that maintains schemas.
> >>Each
> >> schema has a "source" that it is associated with (the table or messaging
> >> topic or whatever) and a unique id. Schemas can be fetched by id or you
> >>can
> >> get the latest schema for a given source. Having the notion of sources
> >> allows us to do two things: (1) enforce a compatibility modal on schema
> >> changes (no backwards incompatible changes for various definitions of
> >> backwards compatibility), and (2) allow our hadoop etl to project all
> >> messages forward to the latest schema (since AvroFile requires a single
> >> schema not a per-row schema).
> >>
> >> If the Avro project is interested in adopting an official repository
> >>that
> >> would be really nice. It is frankly a pretty trivial piece of code, but
> >> standardization would allow interoperability between things. I would be
> >> willing to either open source our repository implementation or do a
> >> from-scratch one if we come up with more requirements.
> >>
> >> -Jay
>
>
>

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